Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 5620 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 878.2 KiB |
| Average record size in memory | 160.0 B |
Variable types
| NUM | 18 |
|---|---|
| BOOL | 2 |
Reproduction
| Analysis started | 2020-08-25 01:41:52.785100 |
|---|---|
| Analysis finished | 2020-08-25 01:42:47.894623 |
| Duration | 55.11 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
input1 has constant value "0.0" | Constant |
input17 is highly skewed (γ1 = 32.21437116) | Skewed |
input53 has 366 (6.5%) zeros | Zeros |
input59 has 1288 (22.9%) zeros | Zeros |
input45 has 1322 (23.5%) zeros | Zeros |
input6 has 1611 (28.7%) zeros | Zeros |
input37 has 822 (14.6%) zeros | Zeros |
input17 has 5607 (99.8%) zeros | Zeros |
input13 has 217 (3.9%) zeros | Zeros |
input26 has 2787 (49.6%) zeros | Zeros |
input62 has 1494 (26.6%) zeros | Zeros |
input10 has 3228 (57.4%) zeros | Zeros |
input41 has 5572 (99.1%) zeros | Zeros |
input14 has 1111 (19.8%) zeros | Zeros |
input35 has 1422 (25.3%) zeros | Zeros |
input51 has 1100 (19.6%) zeros | Zeros |
input4 has 162 (2.9%) zeros | Zeros |
input18 has 2745 (48.8%) zeros | Zeros |
input50 has 4273 (76.0%) zeros | Zeros |
target has 554 (9.9%) zeros | Zeros |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.65338078291815 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 366 |
| Zeros (%) | 6.5% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.31286313 |
|---|---|
| Coefficient of variation (CV) | 0.5503629505 |
| Kurtosis | -1.192034785 |
| Mean | 9.653380783 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.3412180731 |
| Sum | 54252 |
| Variance | 28.22651464 |
| Value | Count | Frequency (%) | |
| 16 | 1161 | 20.7% | |
| 15 | 387 | 6.9% | |
| 0 | 366 | 6.5% | |
| 8 | 355 | 6.3% | |
| 14 | 337 | 6.0% | |
| 4 | 333 | 5.9% | |
| 13 | 316 | 5.6% | |
| 12 | 315 | 5.6% | |
| 5 | 286 | 5.1% | |
| 7 | 262 | 4.7% | |
| 10 | 260 | 4.6% | |
| 9 | 257 | 4.6% | |
| 6 | 239 | 4.3% | |
| 11 | 228 | 4.1% | |
| 1 | 203 | 3.6% | |
| 2 | 174 | 3.1% | |
| 3 | 141 | 2.5% |
| Value | Count | Frequency (%) | |
| 0 | 366 | 6.5% | |
| 1 | 203 | 3.6% | |
| 2 | 174 | 3.1% | |
| 3 | 141 | 2.5% | |
| 4 | 333 | 5.9% | |
| 5 | 286 | 5.1% | |
| 6 | 239 | 4.3% | |
| 7 | 262 | 4.7% | |
| 8 | 355 | 6.3% | |
| 9 | 257 | 4.6% |
| Value | Count | Frequency (%) | |
| 16 | 1161 | 20.7% | |
| 15 | 387 | 6.9% | |
| 14 | 337 | 6.0% | |
| 13 | 316 | 5.6% | |
| 12 | 315 | 5.6% | |
| 11 | 228 | 4.1% | |
| 10 | 260 | 4.6% | |
| 9 | 257 | 4.6% | |
| 8 | 355 | 6.3% | |
| 7 | 262 | 4.7% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.760498220640569 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1288 |
| Zeros (%) | 22.9% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 15 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.021144659 |
|---|---|
| Coefficient of variation (CV) | 0.8716511083 |
| Kurtosis | -0.999773682 |
| Mean | 5.760498221 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.4681571338 |
| Sum | 32374 |
| Variance | 25.21189368 |
| Value | Count | Frequency (%) | |
| 0 | 1288 | 22.9% | |
| 2 | 373 | 6.6% | |
| 5 | 339 | 6.0% | |
| 1 | 339 | 6.0% | |
| 3 | 325 | 5.8% | |
| 4 | 324 | 5.8% | |
| 6 | 314 | 5.6% | |
| 7 | 308 | 5.5% | |
| 8 | 294 | 5.2% | |
| 10 | 264 | 4.7% | |
| 9 | 254 | 4.5% | |
| 11 | 245 | 4.4% | |
| 13 | 216 | 3.8% | |
| 12 | 204 | 3.6% | |
| 15 | 198 | 3.5% | |
| 16 | 197 | 3.5% | |
| 14 | 138 | 2.5% |
| Value | Count | Frequency (%) | |
| 0 | 1288 | 22.9% | |
| 1 | 339 | 6.0% | |
| 2 | 373 | 6.6% | |
| 3 | 325 | 5.8% | |
| 4 | 324 | 5.8% | |
| 5 | 339 | 6.0% | |
| 6 | 314 | 5.6% | |
| 7 | 308 | 5.5% | |
| 8 | 294 | 5.2% | |
| 9 | 254 | 4.5% |
| Value | Count | Frequency (%) | |
| 16 | 197 | 3.5% | |
| 15 | 198 | 3.5% | |
| 14 | 138 | 2.5% | |
| 13 | 216 | 3.8% | |
| 12 | 204 | 3.6% | |
| 11 | 245 | 4.4% | |
| 10 | 264 | 4.7% | |
| 9 | 254 | 4.5% | |
| 8 | 294 | 5.2% | |
| 7 | 308 | 5.5% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.0 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 5620 | 100.0% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.841814946619217 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1322 |
| Zeros (%) | 23.5% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 14 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 6.298760651 |
|---|---|
| Coefficient of variation (CV) | 0.8032274026 |
| Kurtosis | -1.612896694 |
| Mean | 7.841814947 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.004935581953 |
| Sum | 44071 |
| Variance | 39.67438574 |
| Value | Count | Frequency (%) | |
| 0 | 1322 | 23.5% | |
| 16 | 1060 | 18.9% | |
| 15 | 341 | 6.1% | |
| 1 | 298 | 5.3% | |
| 12 | 251 | 4.5% | |
| 13 | 248 | 4.4% | |
| 14 | 247 | 4.4% | |
| 8 | 214 | 3.8% | |
| 4 | 213 | 3.8% | |
| 2 | 204 | 3.6% | |
| 9 | 197 | 3.5% | |
| 10 | 190 | 3.4% | |
| 3 | 185 | 3.3% | |
| 11 | 183 | 3.3% | |
| 5 | 161 | 2.9% | |
| 6 | 156 | 2.8% | |
| 7 | 150 | 2.7% |
| Value | Count | Frequency (%) | |
| 0 | 1322 | 23.5% | |
| 1 | 298 | 5.3% | |
| 2 | 204 | 3.6% | |
| 3 | 185 | 3.3% | |
| 4 | 213 | 3.8% | |
| 5 | 161 | 2.9% | |
| 6 | 156 | 2.8% | |
| 7 | 150 | 2.7% | |
| 8 | 214 | 3.8% | |
| 9 | 197 | 3.5% |
| Value | Count | Frequency (%) | |
| 16 | 1060 | 18.9% | |
| 15 | 341 | 6.1% | |
| 14 | 247 | 4.4% | |
| 13 | 248 | 4.4% | |
| 12 | 251 | 4.5% | |
| 11 | 183 | 3.3% | |
| 10 | 190 | 3.4% | |
| 9 | 197 | 3.5% | |
| 8 | 214 | 3.8% | |
| 7 | 150 | 2.7% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.593772241992882 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1611 |
| Zeros (%) | 28.7% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 10 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.631148942 |
|---|---|
| Coefficient of variation (CV) | 1.006681842 |
| Kurtosis | -1.103530973 |
| Mean | 5.593772242 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.6032715441 |
| Sum | 31437 |
| Variance | 31.70983841 |
| Value | Count | Frequency (%) | |
| 0 | 1611 | 28.7% | |
| 1 | 505 | 9.0% | |
| 16 | 440 | 7.8% | |
| 2 | 367 | 6.5% | |
| 3 | 282 | 5.0% | |
| 4 | 251 | 4.5% | |
| 5 | 250 | 4.4% | |
| 12 | 244 | 4.3% | |
| 6 | 220 | 3.9% | |
| 8 | 217 | 3.9% | |
| 15 | 212 | 3.8% | |
| 13 | 200 | 3.6% | |
| 10 | 189 | 3.4% | |
| 7 | 177 | 3.1% | |
| 14 | 156 | 2.8% | |
| 9 | 154 | 2.7% | |
| 11 | 145 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 1611 | 28.7% | |
| 1 | 505 | 9.0% | |
| 2 | 367 | 6.5% | |
| 3 | 282 | 5.0% | |
| 4 | 251 | 4.5% | |
| 5 | 250 | 4.4% | |
| 6 | 220 | 3.9% | |
| 7 | 177 | 3.1% | |
| 8 | 217 | 3.9% | |
| 9 | 154 | 2.7% |
| Value | Count | Frequency (%) | |
| 16 | 440 | 7.8% | |
| 15 | 212 | 3.8% | |
| 14 | 156 | 2.8% | |
| 13 | 200 | 3.6% | |
| 12 | 244 | 4.3% | |
| 11 | 145 | 2.6% | |
| 10 | 189 | 3.4% | |
| 9 | 154 | 2.7% | |
| 8 | 217 | 3.9% | |
| 7 | 177 | 3.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.332918149466192 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 822 |
| Zeros (%) | 14.6% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 13 |
| Q3 | 16 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.92391262 |
|---|---|
| Coefficient of variation (CV) | 0.5733049013 |
| Kurtosis | -1.051516777 |
| Mean | 10.33291815 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.6786953098 |
| Sum | 58071 |
| Variance | 35.09274073 |
| Value | Count | Frequency (%) | |
| 16 | 1703 | 30.3% | |
| 0 | 822 | 14.6% | |
| 15 | 441 | 7.8% | |
| 14 | 359 | 6.4% | |
| 12 | 323 | 5.7% | |
| 13 | 314 | 5.6% | |
| 8 | 229 | 4.1% | |
| 10 | 210 | 3.7% | |
| 11 | 196 | 3.5% | |
| 9 | 182 | 3.2% | |
| 4 | 146 | 2.6% | |
| 7 | 141 | 2.5% | |
| 6 | 122 | 2.2% | |
| 1 | 120 | 2.1% | |
| 5 | 120 | 2.1% | |
| 2 | 101 | 1.8% | |
| 3 | 91 | 1.6% |
| Value | Count | Frequency (%) | |
| 0 | 822 | 14.6% | |
| 1 | 120 | 2.1% | |
| 2 | 101 | 1.8% | |
| 3 | 91 | 1.6% | |
| 4 | 146 | 2.6% | |
| 5 | 120 | 2.1% | |
| 6 | 122 | 2.2% | |
| 7 | 141 | 2.5% | |
| 8 | 229 | 4.1% | |
| 9 | 182 | 3.2% |
| Value | Count | Frequency (%) | |
| 16 | 1703 | 30.3% | |
| 15 | 441 | 7.8% | |
| 14 | 359 | 6.4% | |
| 13 | 314 | 5.6% | |
| 12 | 323 | 5.7% | |
| 11 | 196 | 3.5% | |
| 10 | 210 | 3.7% | |
| 9 | 182 | 3.2% | |
| 8 | 229 | 4.1% | |
| 7 | 141 | 2.5% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004270462633451958 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.0 |
| Zeros | 5607 |
| Zeros (%) | 99.8% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1049559513 |
|---|---|
| Coefficient of variation (CV) | 24.57718527 |
| Kurtosis | 1227.941133 |
| Mean | 0.004270462633 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.21437116 |
| Sum | 24 |
| Variance | 0.01101575172 |
| Value | Count | Frequency (%) | |
| 0 | 5607 | 99.8% | |
| 1 | 7 | 0.1% | |
| 2 | 3 | 0.1% | |
| 3 | 2 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 5607 | 99.8% | |
| 1 | 7 | 0.1% | |
| 2 | 3 | 0.1% | |
| 3 | 2 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 2 | 3 | 0.1% | |
| 1 | 7 | 0.1% | |
| 0 | 5607 | 99.8% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.514412811387901 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 217 |
| Zeros (%) | 3.9% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 11 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.788679638 |
|---|---|
| Coefficient of variation (CV) | 0.4554395689 |
| Kurtosis | -0.747240908 |
| Mean | 10.51441281 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.5694278588 |
| Sum | 59091 |
| Variance | 22.93145267 |
| Value | Count | Frequency (%) | |
| 16 | 1203 | 21.4% | |
| 8 | 448 | 8.0% | |
| 15 | 414 | 7.4% | |
| 12 | 396 | 7.0% | |
| 14 | 373 | 6.6% | |
| 13 | 368 | 6.5% | |
| 11 | 352 | 6.3% | |
| 10 | 338 | 6.0% | |
| 9 | 277 | 4.9% | |
| 4 | 247 | 4.4% | |
| 5 | 226 | 4.0% | |
| 0 | 217 | 3.9% | |
| 7 | 217 | 3.9% | |
| 6 | 206 | 3.7% | |
| 1 | 114 | 2.0% | |
| 2 | 113 | 2.0% | |
| 3 | 111 | 2.0% |
| Value | Count | Frequency (%) | |
| 0 | 217 | 3.9% | |
| 1 | 114 | 2.0% | |
| 2 | 113 | 2.0% | |
| 3 | 111 | 2.0% | |
| 4 | 247 | 4.4% | |
| 5 | 226 | 4.0% | |
| 6 | 206 | 3.7% | |
| 7 | 217 | 3.9% | |
| 8 | 448 | 8.0% | |
| 9 | 277 | 4.9% |
| Value | Count | Frequency (%) | |
| 16 | 1203 | 21.4% | |
| 15 | 414 | 7.4% | |
| 14 | 373 | 6.6% | |
| 13 | 368 | 6.5% | |
| 12 | 396 | 7.0% | |
| 11 | 352 | 6.3% | |
| 10 | 338 | 6.0% | |
| 9 | 277 | 4.9% | |
| 8 | 448 | 8.0% | |
| 7 | 217 | 3.9% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3784697508896797 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 2787 |
| Zeros (%) | 49.6% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.105775835 |
|---|---|
| Coefficient of variation (CV) | 1.305787401 |
| Kurtosis | 0.5410083803 |
| Mean | 2.378469751 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.191070465 |
| Sum | 13367 |
| Variance | 9.645843538 |
| Value | Count | Frequency (%) | |
| 0 | 2787 | 49.6% | |
| 1 | 419 | 7.5% | |
| 4 | 399 | 7.1% | |
| 2 | 333 | 5.9% | |
| 5 | 329 | 5.9% | |
| 3 | 328 | 5.8% | |
| 6 | 274 | 4.9% | |
| 8 | 251 | 4.5% | |
| 7 | 229 | 4.1% | |
| 9 | 99 | 1.8% | |
| 10 | 70 | 1.2% | |
| 11 | 49 | 0.9% | |
| 12 | 35 | 0.6% | |
| 13 | 7 | 0.1% | |
| 15 | 5 | 0.1% | |
| 14 | 5 | 0.1% | |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2787 | 49.6% | |
| 1 | 419 | 7.5% | |
| 2 | 333 | 5.9% | |
| 3 | 328 | 5.8% | |
| 4 | 399 | 7.1% | |
| 5 | 329 | 5.9% | |
| 6 | 274 | 4.9% | |
| 7 | 229 | 4.1% | |
| 8 | 251 | 4.5% | |
| 9 | 99 | 1.8% |
| Value | Count | Frequency (%) | |
| 16 | 1 | < 0.1% | |
| 15 | 5 | 0.1% | |
| 14 | 5 | 0.1% | |
| 13 | 7 | 0.1% | |
| 12 | 35 | 0.6% | |
| 11 | 49 | 0.9% | |
| 10 | 70 | 1.2% | |
| 9 | 99 | 1.8% | |
| 8 | 251 | 4.5% | |
| 7 | 229 | 4.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7208185053380785 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1494 |
| Zeros (%) | 26.6% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 12 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 5.815563623 |
|---|---|
| Coefficient of variation (CV) | 0.8653058579 |
| Kurtosis | -1.420394909 |
| Mean | 6.720818505 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.2354812113 |
| Sum | 37771 |
| Variance | 33.82078025 |
| Value | Count | Frequency (%) | |
| 0 | 1494 | 26.6% | |
| 16 | 548 | 9.8% | |
| 12 | 316 | 5.6% | |
| 1 | 273 | 4.9% | |
| 8 | 273 | 4.9% | |
| 15 | 269 | 4.8% | |
| 3 | 253 | 4.5% | |
| 9 | 245 | 4.4% | |
| 10 | 238 | 4.2% | |
| 13 | 230 | 4.1% | |
| 6 | 218 | 3.9% | |
| 14 | 217 | 3.9% | |
| 5 | 215 | 3.8% | |
| 2 | 215 | 3.8% | |
| 11 | 207 | 3.7% | |
| 7 | 207 | 3.7% | |
| 4 | 202 | 3.6% |
| Value | Count | Frequency (%) | |
| 0 | 1494 | 26.6% | |
| 1 | 273 | 4.9% | |
| 2 | 215 | 3.8% | |
| 3 | 253 | 4.5% | |
| 4 | 202 | 3.6% | |
| 5 | 215 | 3.8% | |
| 6 | 218 | 3.9% | |
| 7 | 207 | 3.7% | |
| 8 | 273 | 4.9% | |
| 9 | 245 | 4.4% |
| Value | Count | Frequency (%) | |
| 16 | 548 | 9.8% | |
| 15 | 269 | 4.8% | |
| 14 | 217 | 3.9% | |
| 13 | 230 | 4.1% | |
| 12 | 316 | 5.6% | |
| 11 | 207 | 3.7% | |
| 10 | 238 | 4.2% | |
| 9 | 245 | 4.4% | |
| 8 | 273 | 4.9% | |
| 7 | 207 | 3.7% |
input57
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.0 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 5618 | > 99.9% | |
| 1 | 2 | < 0.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9711743772241992 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 3228 |
| Zeros (%) | 57.4% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.098815435 |
|---|---|
| Coefficient of variation (CV) | 1.572065603 |
| Kurtosis | 2.257126258 |
| Mean | 1.971174377 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.70151293 |
| Sum | 11078 |
| Variance | 9.602657101 |
| Value | Count | Frequency (%) | |
| 0 | 3228 | 57.4% | |
| 1 | 420 | 7.5% | |
| 2 | 356 | 6.3% | |
| 3 | 307 | 5.5% | |
| 4 | 292 | 5.2% | |
| 5 | 200 | 3.6% | |
| 7 | 179 | 3.2% | |
| 6 | 177 | 3.1% | |
| 8 | 154 | 2.7% | |
| 10 | 79 | 1.4% | |
| 9 | 79 | 1.4% | |
| 11 | 66 | 1.2% | |
| 12 | 36 | 0.6% | |
| 14 | 19 | 0.3% | |
| 13 | 18 | 0.3% | |
| 15 | 9 | 0.2% | |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 3228 | 57.4% | |
| 1 | 420 | 7.5% | |
| 2 | 356 | 6.3% | |
| 3 | 307 | 5.5% | |
| 4 | 292 | 5.2% | |
| 5 | 200 | 3.6% | |
| 6 | 177 | 3.1% | |
| 7 | 179 | 3.2% | |
| 8 | 154 | 2.7% | |
| 9 | 79 | 1.4% |
| Value | Count | Frequency (%) | |
| 16 | 1 | < 0.1% | |
| 15 | 9 | 0.2% | |
| 14 | 19 | 0.3% | |
| 13 | 18 | 0.3% | |
| 12 | 36 | 0.6% | |
| 11 | 66 | 1.2% | |
| 10 | 79 | 1.4% | |
| 9 | 79 | 1.4% | |
| 8 | 154 | 2.7% | |
| 7 | 179 | 3.2% |
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.021530249110320285 |
|---|---|
| Minimum | 0.0 |
| Maximum | 7.0 |
| Zeros | 5572 |
| Zeros (%) | 99.1% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2735263513 |
|---|---|
| Coefficient of variation (CV) | 12.70428177 |
| Kurtosis | 284.641536 |
| Mean | 0.02153024911 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.79660367 |
| Sum | 121 |
| Variance | 0.07481666486 |
| Value | Count | Frequency (%) | |
| 0 | 5572 | 99.1% | |
| 1 | 16 | 0.3% | |
| 2 | 13 | 0.2% | |
| 3 | 7 | 0.1% | |
| 4 | 6 | 0.1% | |
| 5 | 3 | 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 5572 | 99.1% | |
| 1 | 16 | 0.3% | |
| 2 | 13 | 0.2% | |
| 3 | 7 | 0.1% | |
| 4 | 6 | 0.1% | |
| 5 | 3 | 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 5 | 3 | 0.1% | |
| 4 | 6 | 0.1% | |
| 3 | 7 | 0.1% | |
| 2 | 13 | 0.2% | |
| 1 | 16 | 0.3% | |
| 0 | 5572 | 99.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.25729537366548 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1111 |
| Zeros (%) | 19.8% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 9 |
| Q3 | 14 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 5.973065708 |
|---|---|
| Coefficient of variation (CV) | 0.7233682989 |
| Kurtosis | -1.499134639 |
| Mean | 8.257295374 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.1372033579 |
| Sum | 46406 |
| Variance | 35.67751395 |
| Value | Count | Frequency (%) | |
| 0 | 1111 | 19.8% | |
| 16 | 861 | 15.3% | |
| 15 | 393 | 7.0% | |
| 12 | 336 | 6.0% | |
| 13 | 332 | 5.9% | |
| 14 | 305 | 5.4% | |
| 8 | 288 | 5.1% | |
| 11 | 244 | 4.3% | |
| 4 | 241 | 4.3% | |
| 10 | 213 | 3.8% | |
| 2 | 200 | 3.6% | |
| 1 | 191 | 3.4% | |
| 7 | 190 | 3.4% | |
| 9 | 185 | 3.3% | |
| 3 | 185 | 3.3% | |
| 5 | 176 | 3.1% | |
| 6 | 169 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 1111 | 19.8% | |
| 1 | 191 | 3.4% | |
| 2 | 200 | 3.6% | |
| 3 | 185 | 3.3% | |
| 4 | 241 | 4.3% | |
| 5 | 176 | 3.1% | |
| 6 | 169 | 3.0% | |
| 7 | 190 | 3.4% | |
| 8 | 288 | 5.1% | |
| 9 | 185 | 3.3% |
| Value | Count | Frequency (%) | |
| 16 | 861 | 15.3% | |
| 15 | 393 | 7.0% | |
| 14 | 305 | 5.4% | |
| 13 | 332 | 5.9% | |
| 12 | 336 | 6.0% | |
| 11 | 244 | 4.3% | |
| 10 | 213 | 3.8% | |
| 9 | 185 | 3.3% | |
| 8 | 288 | 5.1% | |
| 7 | 190 | 3.4% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.661921708185053 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1422 |
| Zeros (%) | 25.3% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 8 |
| Q3 | 14 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 6.279904804 |
|---|---|
| Coefficient of variation (CV) | 0.8196252903 |
| Kurtosis | -1.598817028 |
| Mean | 7.661921708 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.03659306395 |
| Sum | 43060 |
| Variance | 39.43720435 |
| Value | Count | Frequency (%) | |
| 0 | 1422 | 25.3% | |
| 16 | 1012 | 18.0% | |
| 12 | 328 | 5.8% | |
| 15 | 310 | 5.5% | |
| 8 | 275 | 4.9% | |
| 1 | 265 | 4.7% | |
| 13 | 227 | 4.0% | |
| 14 | 226 | 4.0% | |
| 2 | 216 | 3.8% | |
| 7 | 199 | 3.5% | |
| 11 | 177 | 3.1% | |
| 9 | 172 | 3.1% | |
| 3 | 170 | 3.0% | |
| 4 | 163 | 2.9% | |
| 5 | 160 | 2.8% | |
| 10 | 158 | 2.8% | |
| 6 | 140 | 2.5% |
| Value | Count | Frequency (%) | |
| 0 | 1422 | 25.3% | |
| 1 | 265 | 4.7% | |
| 2 | 216 | 3.8% | |
| 3 | 170 | 3.0% | |
| 4 | 163 | 2.9% | |
| 5 | 160 | 2.8% | |
| 6 | 140 | 2.5% | |
| 7 | 199 | 3.5% | |
| 8 | 275 | 4.9% | |
| 9 | 172 | 3.1% |
| Value | Count | Frequency (%) | |
| 16 | 1012 | 18.0% | |
| 15 | 310 | 5.5% | |
| 14 | 226 | 4.0% | |
| 13 | 227 | 4.0% | |
| 12 | 328 | 5.8% | |
| 11 | 177 | 3.1% | |
| 10 | 158 | 2.8% | |
| 9 | 172 | 3.1% | |
| 8 | 275 | 4.9% | |
| 7 | 199 | 3.5% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.753202846975089 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 1100 |
| Zeros (%) | 19.6% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 13 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.661582243 |
|---|---|
| Coefficient of variation (CV) | 0.7302249606 |
| Kurtosis | -1.412992159 |
| Mean | 7.753202847 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.05180383603 |
| Sum | 43573 |
| Variance | 32.0535135 |
| Value | Count | Frequency (%) | |
| 0 | 1100 | 19.6% | |
| 16 | 557 | 9.9% | |
| 11 | 338 | 6.0% | |
| 12 | 336 | 6.0% | |
| 14 | 332 | 5.9% | |
| 15 | 330 | 5.9% | |
| 8 | 313 | 5.6% | |
| 13 | 294 | 5.2% | |
| 9 | 253 | 4.5% | |
| 10 | 251 | 4.5% | |
| 4 | 242 | 4.3% | |
| 7 | 233 | 4.1% | |
| 6 | 221 | 3.9% | |
| 5 | 218 | 3.9% | |
| 1 | 212 | 3.8% | |
| 2 | 197 | 3.5% | |
| 3 | 193 | 3.4% |
| Value | Count | Frequency (%) | |
| 0 | 1100 | 19.6% | |
| 1 | 212 | 3.8% | |
| 2 | 197 | 3.5% | |
| 3 | 193 | 3.4% | |
| 4 | 242 | 4.3% | |
| 5 | 218 | 3.9% | |
| 6 | 221 | 3.9% | |
| 7 | 233 | 4.1% | |
| 8 | 313 | 5.6% | |
| 9 | 253 | 4.5% |
| Value | Count | Frequency (%) | |
| 16 | 557 | 9.9% | |
| 15 | 330 | 5.9% | |
| 14 | 332 | 5.9% | |
| 13 | 294 | 5.2% | |
| 12 | 336 | 6.0% | |
| 11 | 338 | 6.0% | |
| 10 | 251 | 4.5% | |
| 9 | 253 | 4.5% | |
| 8 | 313 | 5.6% | |
| 7 | 233 | 4.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.815480427046264 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 162 |
| Zeros (%) | 2.9% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 13 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.255951795 |
|---|---|
| Coefficient of variation (CV) | 0.3602013326 |
| Kurtosis | 0.8167436814 |
| Mean | 11.81548043 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.2419389 |
| Sum | 66403 |
| Variance | 18.11312568 |
| Value | Count | Frequency (%) | |
| 16 | 1155 | 20.6% | |
| 15 | 706 | 12.6% | |
| 12 | 637 | 11.3% | |
| 14 | 626 | 11.1% | |
| 13 | 588 | 10.5% | |
| 11 | 343 | 6.1% | |
| 10 | 302 | 5.4% | |
| 9 | 229 | 4.1% | |
| 8 | 211 | 3.8% | |
| 0 | 162 | 2.9% | |
| 7 | 117 | 2.1% | |
| 6 | 110 | 2.0% | |
| 1 | 108 | 1.9% | |
| 4 | 91 | 1.6% | |
| 5 | 82 | 1.5% | |
| 2 | 81 | 1.4% | |
| 3 | 72 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 162 | 2.9% | |
| 1 | 108 | 1.9% | |
| 2 | 81 | 1.4% | |
| 3 | 72 | 1.3% | |
| 4 | 91 | 1.6% | |
| 5 | 82 | 1.5% | |
| 6 | 110 | 2.0% | |
| 7 | 117 | 2.1% | |
| 8 | 211 | 3.8% | |
| 9 | 229 | 4.1% |
| Value | Count | Frequency (%) | |
| 16 | 1155 | 20.6% | |
| 15 | 706 | 12.6% | |
| 14 | 626 | 11.1% | |
| 13 | 588 | 10.5% | |
| 12 | 637 | 11.3% | |
| 11 | 343 | 6.1% | |
| 10 | 302 | 5.4% | |
| 9 | 229 | 4.1% | |
| 8 | 211 | 3.8% | |
| 7 | 117 | 2.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5976868327402136 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 2745 |
| Zeros (%) | 48.8% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.493297422 |
|---|---|
| Coefficient of variation (CV) | 1.344772348 |
| Kurtosis | 1.078751505 |
| Mean | 2.597686833 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.352594682 |
| Sum | 14599 |
| Variance | 12.20312688 |
| Value | Count | Frequency (%) | |
| 0 | 2745 | 48.8% | |
| 2 | 402 | 7.2% | |
| 1 | 393 | 7.0% | |
| 4 | 357 | 6.4% | |
| 3 | 345 | 6.1% | |
| 5 | 247 | 4.4% | |
| 8 | 237 | 4.2% | |
| 6 | 227 | 4.0% | |
| 7 | 220 | 3.9% | |
| 9 | 113 | 2.0% | |
| 10 | 107 | 1.9% | |
| 11 | 77 | 1.4% | |
| 12 | 74 | 1.3% | |
| 14 | 26 | 0.5% | |
| 13 | 23 | 0.4% | |
| 16 | 16 | 0.3% | |
| 15 | 11 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 2745 | 48.8% | |
| 1 | 393 | 7.0% | |
| 2 | 402 | 7.2% | |
| 3 | 345 | 6.1% | |
| 4 | 357 | 6.4% | |
| 5 | 247 | 4.4% | |
| 6 | 227 | 4.0% | |
| 7 | 220 | 3.9% | |
| 8 | 237 | 4.2% | |
| 9 | 113 | 2.0% |
| Value | Count | Frequency (%) | |
| 16 | 16 | 0.3% | |
| 15 | 11 | 0.2% | |
| 14 | 26 | 0.5% | |
| 13 | 23 | 0.4% | |
| 12 | 74 | 1.3% | |
| 11 | 77 | 1.4% | |
| 10 | 107 | 1.9% | |
| 9 | 113 | 2.0% | |
| 8 | 237 | 4.2% | |
| 7 | 220 | 3.9% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7830960854092527 |
|---|---|
| Minimum | 0.0 |
| Maximum | 16.0 |
| Zeros | 4273 |
| Zeros (%) | 76.0% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.929464226 |
|---|---|
| Coefficient of variation (CV) | 2.463892059 |
| Kurtosis | 15.27022146 |
| Mean | 0.7830960854 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.532882522 |
| Sum | 4401 |
| Variance | 3.722832199 |
| Value | Count | Frequency (%) | |
| 0 | 4273 | 76.0% | |
| 1 | 422 | 7.5% | |
| 2 | 276 | 4.9% | |
| 3 | 204 | 3.6% | |
| 4 | 142 | 2.5% | |
| 5 | 88 | 1.6% | |
| 7 | 53 | 0.9% | |
| 6 | 48 | 0.9% | |
| 8 | 41 | 0.7% | |
| 9 | 23 | 0.4% | |
| 10 | 13 | 0.2% | |
| 11 | 9 | 0.2% | |
| 13 | 8 | 0.1% | |
| 12 | 8 | 0.1% | |
| 15 | 6 | 0.1% | |
| 16 | 5 | 0.1% | |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 4273 | 76.0% | |
| 1 | 422 | 7.5% | |
| 2 | 276 | 4.9% | |
| 3 | 204 | 3.6% | |
| 4 | 142 | 2.5% | |
| 5 | 88 | 1.6% | |
| 6 | 48 | 0.9% | |
| 7 | 53 | 0.9% | |
| 8 | 41 | 0.7% | |
| 9 | 23 | 0.4% |
| Value | Count | Frequency (%) | |
| 16 | 5 | 0.1% | |
| 15 | 6 | 0.1% | |
| 14 | 1 | < 0.1% | |
| 13 | 8 | 0.1% | |
| 12 | 8 | 0.1% | |
| 11 | 9 | 0.2% | |
| 10 | 13 | 0.2% | |
| 9 | 23 | 0.4% | |
| 8 | 41 | 0.7% | |
| 7 | 53 | 0.9% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.495195729537366 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 554 |
| Zeros (%) | 9.9% |
| Memory size | 44.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.868130706 |
|---|---|
| Coefficient of variation (CV) | 0.6380435644 |
| Kurtosis | -1.221559595 |
| Mean | 4.49519573 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.005723041686 |
| Sum | 25263 |
| Variance | 8.226173747 |
| Value | Count | Frequency (%) | |
| 3 | 572 | 10.2% | |
| 1 | 571 | 10.2% | |
| 4 | 568 | 10.1% | |
| 7 | 566 | 10.1% | |
| 9 | 562 | 10.0% | |
| 6 | 558 | 9.9% | |
| 5 | 558 | 9.9% | |
| 2 | 557 | 9.9% | |
| 8 | 554 | 9.9% | |
| 0 | 554 | 9.9% |
| Value | Count | Frequency (%) | |
| 0 | 554 | 9.9% | |
| 1 | 571 | 10.2% | |
| 2 | 557 | 9.9% | |
| 3 | 572 | 10.2% | |
| 4 | 568 | 10.1% | |
| 5 | 558 | 9.9% | |
| 6 | 558 | 9.9% | |
| 7 | 566 | 10.1% | |
| 8 | 554 | 9.9% | |
| 9 | 562 | 10.0% |
| Value | Count | Frequency (%) | |
| 9 | 562 | 10.0% | |
| 8 | 554 | 9.9% | |
| 7 | 566 | 10.1% | |
| 6 | 558 | 9.9% | |
| 5 | 558 | 9.9% | |
| 4 | 568 | 10.1% | |
| 3 | 572 | 10.2% | |
| 2 | 557 | 9.9% | |
| 1 | 571 | 10.2% | |
| 0 | 554 | 9.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| input53 | input59 | input1 | input45 | input6 | input37 | input17 | input13 | input26 | input62 | input57 | input10 | input41 | input14 | input35 | input51 | input4 | input18 | input50 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 15.0 | 6.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 6.0 | 5.0 | 1.0 | 0.0 | 7.0 | 0.0 | 10.0 | 13.0 | 14.0 | 15.0 | 8.0 | 0.0 | 0 |
| 1 | 10.0 | 10.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 12.0 | 3.0 | 0.0 | 7.0 | 0.0 | 5.0 | 12.0 | 16.0 | 16.0 | 11.0 | 0.0 | 0 |
| 2 | 4.0 | 9.0 | 0.0 | 10.0 | 13.0 | 16.0 | 0.0 | 11.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16.0 | 16.0 | 2.0 | 15.0 | 0.0 | 0.0 | 7 |
| 3 | 16.0 | 0.0 | 0.0 | 15.0 | 16.0 | 13.0 | 0.0 | 11.0 | 11.0 | 2.0 | 0.0 | 0.0 | 0.0 | 13.0 | 4.0 | 0.0 | 3.0 | 3.0 | 0.0 | 4 |
| 4 | 4.0 | 4.0 | 0.0 | 0.0 | 0.0 | 4.0 | 0.0 | 0.0 | 6.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 10.0 | 14.0 | 3.0 | 0.0 | 6 |
| 5 | 15.0 | 10.0 | 0.0 | 16.0 | 1.0 | 12.0 | 0.0 | 15.0 | 1.0 | 16.0 | 0.0 | 4.0 | 0.0 | 8.0 | 0.0 | 5.0 | 16.0 | 4.0 | 0.0 | 2 |
| 6 | 15.0 | 1.0 | 0.0 | 5.0 | 11.0 | 0.0 | 0.0 | 6.0 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 1.0 | 0.0 | 11.0 | 0.0 | 0.0 | 5 |
| 7 | 14.0 | 4.0 | 0.0 | 4.0 | 7.0 | 2.0 | 0.0 | 12.0 | 5.0 | 0.0 | 0.0 | 1.0 | 0.0 | 12.0 | 0.0 | 6.0 | 10.0 | 7.0 | 0.0 | 5 |
| 8 | 16.0 | 10.0 | 0.0 | 7.0 | 13.0 | 0.0 | 0.0 | 12.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13.0 | 12.0 | 16.0 | 2.0 | 2.0 | 5.0 | 0 |
| 9 | 8.0 | 3.0 | 0.0 | 0.0 | 2.0 | 12.0 | 0.0 | 10.0 | 10.0 | 6.0 | 0.0 | 6.0 | 0.0 | 8.0 | 12.0 | 13.0 | 13.0 | 9.0 | 0.0 | 8 |
Last rows
| input53 | input59 | input1 | input45 | input6 | input37 | input17 | input13 | input26 | input62 | input57 | input10 | input41 | input14 | input35 | input51 | input4 | input18 | input50 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5610 | 14.0 | 6.0 | 0.0 | 2.0 | 1.0 | 1.0 | 0.0 | 5.0 | 4.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 7.0 | 16.0 | 2.0 | 0.0 | 5 |
| 5611 | 14.0 | 0.0 | 0.0 | 16.0 | 6.0 | 10.0 | 0.0 | 15.0 | 4.0 | 9.0 | 0.0 | 0.0 | 0.0 | 2.0 | 15.0 | 7.0 | 1.0 | 0.0 | 1.0 | 4 |
| 5612 | 16.0 | 10.0 | 0.0 | 16.0 | 0.0 | 16.0 | 0.0 | 5.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 14.0 | 12.0 | 16.0 | 16.0 | 0.0 | 3.0 | 8 |
| 5613 | 16.0 | 6.0 | 0.0 | 16.0 | 0.0 | 16.0 | 0.0 | 5.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 13.0 | 1.0 | 11.0 | 12.0 | 0.0 | 0.0 | 8 |
| 5614 | 16.0 | 0.0 | 0.0 | 16.0 | 4.0 | 15.0 | 0.0 | 12.0 | 7.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 16.0 | 4.0 | 3.0 | 0.0 | 0.0 | 4 |
| 5615 | 7.0 | 2.0 | 0.0 | 0.0 | 6.0 | 4.0 | 0.0 | 12.0 | 0.0 | 9.0 | 0.0 | 1.0 | 0.0 | 16.0 | 0.0 | 5.0 | 10.0 | 4.0 | 0.0 | 9 |
| 5616 | 16.0 | 6.0 | 0.0 | 9.0 | 11.0 | 0.0 | 0.0 | 12.0 | 4.0 | 6.0 | 0.0 | 0.0 | 0.0 | 16.0 | 16.0 | 15.0 | 16.0 | 3.0 | 1.0 | 0 |
| 5617 | 15.0 | 2.0 | 0.0 | 16.0 | 1.0 | 16.0 | 0.0 | 8.0 | 0.0 | 6.0 | 0.0 | 0.0 | 0.0 | 2.0 | 9.0 | 15.0 | 11.0 | 0.0 | 0.0 | 8 |
| 5618 | 7.0 | 5.0 | 0.0 | 0.0 | 0.0 | 14.0 | 0.0 | 16.0 | 5.0 | 12.0 | 0.0 | 0.0 | 0.0 | 15.0 | 5.0 | 4.0 | 10.0 | 4.0 | 0.0 | 9 |
| 5619 | 8.0 | 8.0 | 0.0 | 4.0 | 1.0 | 15.0 | 0.0 | 6.0 | 0.0 | 12.0 | 0.0 | 2.0 | 0.0 | 1.0 | 12.0 | 16.0 | 14.0 | 0.0 | 8.0 | 8 |